typos

README.md

@@ -7,6 +7,7 @@ sdk: static
 pinned: false
 tags:
 - agentic-ai
+- martech
 - real-estate
 - nlp
 - content-automation
@@ -22,14 +23,14 @@ tags:
 
 **Applied AI for real estate, media, and lean digital infrastructure.**
 
-Theory Digital is a São Paulo–based applied AI studio. We build agentic systems and data-driven web products for real estate operators, media publishers, and our own in-house projects — keeping infrastructure costs low without sacrificing capability.
+TheoryDigital is a Florida–based martech company. We build search engines, agentic systems and data-driven web products for real estate operators, media publishers, and our own in-house projects, keeping infrastructure costs low without sacrificing capability.
 
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 ## 🤖 What We Build
 
 - **Agentic content pipelines** — cloud-hosted agent networks that handle end-to-end workflows from topic research to SEO-optimized publication, with minimal human oversight
-- **Real estate web systems** — custom builds from digital footprint and lead generation to full IDX integrations, with conversion-optimized page hierarchies grounded in buyer psychology
+- **Real estate content systems** — custom builds from digital footprint and lead generation to full IDX integrations, with conversion-optimized page hierarchies grounded in buyer psychology
 - **AI visibility & SysOps** — infrastructure management paired with AI citation tracking across ChatGPT, Perplexity, and Gemini, with monthly performance action plans
 - **SEO/GEO audits** — traditional + generative search visibility, keyword performance, and answer engine optimization
 
@@ -45,7 +46,7 @@ We run lean by design. Our projects are built on a tight, battle-tested stack:
 | Frontend / Delivery | Jamstack (static-first, edge-cached) |
 | Server / OS | Debian + Nginx |
 | Backend / Automation | Ruby · Python |
-| AI Layer | Agentic workflows, LLM APIs, RAG pipelines |
+| AI Layer | LLM APIs, RAG pipelines, Vectorize |
 
 Low overhead. High output. No unnecessary complexity.
 
@@ -59,7 +60,7 @@ Real estate is our deepest applied vertical. We've built conversion architecture
 
 ## 🔬 In-House Projects
 
-Beyond client work, we maintain owned digital media properties and run internal experiments on AI-assisted publishing, GEO optimization, and behavioral content systems. These are the labs where our methodologies get stress-tested before going to market.
+Beyond client work, we maintain owned digital media properties and run internal experiments in publishing, GEO optimization, and behavioral content systems. These are the labs where our methodologies get stress-tested before going to market.
 
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